{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tushare as ts\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "# 确保可以显示‘-’号\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "# 确保中文显示正常\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']  \n",
    "\n",
    "import warnings; warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Prep: 获取本地数据并初步清理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_data = pd.read_csv('index_data.csv')\n",
    "north_data = pd.read_csv('north_data.csv')\n",
    "result_df = pd.read_csv('result_df.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-11-17</td>\n",
       "      <td>2474.009</td>\n",
       "      <td>8283.804</td>\n",
       "      <td>2567.101</td>\n",
       "      <td>1471.685</td>\n",
       "      <td>1708.096</td>\n",
       "      <td>4958.466</td>\n",
       "      <td>5382.963</td>\n",
       "      <td>5637.859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2456.366</td>\n",
       "      <td>8196.594</td>\n",
       "      <td>2541.416</td>\n",
       "      <td>1481.860</td>\n",
       "      <td>1679.423</td>\n",
       "      <td>4967.651</td>\n",
       "      <td>5389.135</td>\n",
       "      <td>5571.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2450.986</td>\n",
       "      <td>8225.073</td>\n",
       "      <td>2537.223</td>\n",
       "      <td>1505.552</td>\n",
       "      <td>1671.654</td>\n",
       "      <td>4985.101</td>\n",
       "      <td>5418.177</td>\n",
       "      <td>5557.197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>2452.660</td>\n",
       "      <td>8205.377</td>\n",
       "      <td>2537.099</td>\n",
       "      <td>1494.591</td>\n",
       "      <td>1676.598</td>\n",
       "      <td>4974.626</td>\n",
       "      <td>5381.925</td>\n",
       "      <td>5561.838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>2486.791</td>\n",
       "      <td>8332.298</td>\n",
       "      <td>2583.455</td>\n",
       "      <td>1504.833</td>\n",
       "      <td>1714.711</td>\n",
       "      <td>5029.773</td>\n",
       "      <td>5425.351</td>\n",
       "      <td>5674.553</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   trade_date      上证综指      深证成指     沪深300      创业板指      上证50     中证500  \\\n",
       "0  2014-11-17  2474.009  8283.804  2567.101  1471.685  1708.096  4958.466   \n",
       "1  2014-11-18  2456.366  8196.594  2541.416  1481.860  1679.423  4967.651   \n",
       "2  2014-11-19  2450.986  8225.073  2537.223  1505.552  1671.654  4985.101   \n",
       "3  2014-11-20  2452.660  8205.377  2537.099  1494.591  1676.598  4974.626   \n",
       "4  2014-11-21  2486.791  8332.298  2583.455  1504.833  1714.711  5029.773   \n",
       "\n",
       "       中小板指     上证180  \n",
       "0  5382.963  5637.859  \n",
       "1  5389.135  5571.036  \n",
       "2  5418.177  5557.197  \n",
       "3  5381.925  5561.838  \n",
       "4  5425.351  5674.553  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1395</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>3386.4631</td>\n",
       "      <td>13863.1298</td>\n",
       "      <td>4762.7642</td>\n",
       "      <td>2814.3737</td>\n",
       "      <td>3292.2003</td>\n",
       "      <td>6770.3016</td>\n",
       "      <td>9222.7909</td>\n",
       "      <td>9798.7426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1396</th>\n",
       "      <td>2020-08-07</td>\n",
       "      <td>3354.0352</td>\n",
       "      <td>13648.4996</td>\n",
       "      <td>4707.9262</td>\n",
       "      <td>2749.9533</td>\n",
       "      <td>3263.7455</td>\n",
       "      <td>6688.8822</td>\n",
       "      <td>9095.9286</td>\n",
       "      <td>9707.9816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1397</th>\n",
       "      <td>2020-08-10</td>\n",
       "      <td>3379.2524</td>\n",
       "      <td>13657.3134</td>\n",
       "      <td>4724.8697</td>\n",
       "      <td>2735.2561</td>\n",
       "      <td>3285.7602</td>\n",
       "      <td>6725.2956</td>\n",
       "      <td>9079.2589</td>\n",
       "      <td>9760.5009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1398</th>\n",
       "      <td>2020-08-11</td>\n",
       "      <td>3340.2900</td>\n",
       "      <td>13466.2675</td>\n",
       "      <td>4681.7837</td>\n",
       "      <td>2688.7004</td>\n",
       "      <td>3262.8244</td>\n",
       "      <td>6600.8472</td>\n",
       "      <td>8974.4587</td>\n",
       "      <td>9671.6450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1399</th>\n",
       "      <td>2020-08-12</td>\n",
       "      <td>3319.2656</td>\n",
       "      <td>13308.5217</td>\n",
       "      <td>4647.6446</td>\n",
       "      <td>2635.5022</td>\n",
       "      <td>3249.7381</td>\n",
       "      <td>6528.3999</td>\n",
       "      <td>8916.4511</td>\n",
       "      <td>9614.0586</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      trade_date       上证综指        深证成指      沪深300       创业板指       上证50  \\\n",
       "1395  2020-08-06  3386.4631  13863.1298  4762.7642  2814.3737  3292.2003   \n",
       "1396  2020-08-07  3354.0352  13648.4996  4707.9262  2749.9533  3263.7455   \n",
       "1397  2020-08-10  3379.2524  13657.3134  4724.8697  2735.2561  3285.7602   \n",
       "1398  2020-08-11  3340.2900  13466.2675  4681.7837  2688.7004  3262.8244   \n",
       "1399  2020-08-12  3319.2656  13308.5217  4647.6446  2635.5022  3249.7381   \n",
       "\n",
       "          中证500       中小板指      上证180  \n",
       "1395  6770.3016  9222.7909  9798.7426  \n",
       "1396  6688.8822  9095.9286  9707.9816  \n",
       "1397  6725.2956  9079.2589  9760.5009  \n",
       "1398  6600.8472  8974.4587  9671.6450  \n",
       "1399  6528.3999  8916.4511  9614.0586  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index_data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1400 entries, 0 to 1399\n",
      "Data columns (total 9 columns):\n",
      "trade_date    1400 non-null object\n",
      "上证综指          1400 non-null float64\n",
      "深证成指          1400 non-null float64\n",
      "沪深300         1400 non-null float64\n",
      "创业板指          1400 non-null float64\n",
      "上证50          1400 non-null float64\n",
      "中证500         1400 non-null float64\n",
      "中小板指          1400 non-null float64\n",
      "上证180         1400 non-null float64\n",
      "dtypes: float64(8), object(1)\n",
      "memory usage: 98.5+ KB\n"
     ]
    }
   ],
   "source": [
    "index_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_data.set_index('trade_date', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_data.index = pd.to_datetime(index_data.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1400 entries, 2014-11-17 to 2020-08-12\n",
      "Data columns (total 8 columns):\n",
      "上证综指     1400 non-null float64\n",
      "深证成指     1400 non-null float64\n",
      "沪深300    1400 non-null float64\n",
      "创业板指     1400 non-null float64\n",
      "上证50     1400 non-null float64\n",
      "中证500    1400 non-null float64\n",
      "中小板指     1400 non-null float64\n",
      "上证180    1400 non-null float64\n",
      "dtypes: float64(8)\n",
      "memory usage: 98.4 KB\n"
     ]
    }
   ],
   "source": [
    "index_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-11-17</th>\n",
       "      <td>2474.009</td>\n",
       "      <td>8283.804</td>\n",
       "      <td>2567.101</td>\n",
       "      <td>1471.685</td>\n",
       "      <td>1708.096</td>\n",
       "      <td>4958.466</td>\n",
       "      <td>5382.963</td>\n",
       "      <td>5637.859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-18</th>\n",
       "      <td>2456.366</td>\n",
       "      <td>8196.594</td>\n",
       "      <td>2541.416</td>\n",
       "      <td>1481.860</td>\n",
       "      <td>1679.423</td>\n",
       "      <td>4967.651</td>\n",
       "      <td>5389.135</td>\n",
       "      <td>5571.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-19</th>\n",
       "      <td>2450.986</td>\n",
       "      <td>8225.073</td>\n",
       "      <td>2537.223</td>\n",
       "      <td>1505.552</td>\n",
       "      <td>1671.654</td>\n",
       "      <td>4985.101</td>\n",
       "      <td>5418.177</td>\n",
       "      <td>5557.197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-20</th>\n",
       "      <td>2452.660</td>\n",
       "      <td>8205.377</td>\n",
       "      <td>2537.099</td>\n",
       "      <td>1494.591</td>\n",
       "      <td>1676.598</td>\n",
       "      <td>4974.626</td>\n",
       "      <td>5381.925</td>\n",
       "      <td>5561.838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-21</th>\n",
       "      <td>2486.791</td>\n",
       "      <td>8332.298</td>\n",
       "      <td>2583.455</td>\n",
       "      <td>1504.833</td>\n",
       "      <td>1714.711</td>\n",
       "      <td>5029.773</td>\n",
       "      <td>5425.351</td>\n",
       "      <td>5674.553</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                上证综指      深证成指     沪深300      创业板指      上证50     中证500  \\\n",
       "trade_date                                                               \n",
       "2014-11-17  2474.009  8283.804  2567.101  1471.685  1708.096  4958.466   \n",
       "2014-11-18  2456.366  8196.594  2541.416  1481.860  1679.423  4967.651   \n",
       "2014-11-19  2450.986  8225.073  2537.223  1505.552  1671.654  4985.101   \n",
       "2014-11-20  2452.660  8205.377  2537.099  1494.591  1676.598  4974.626   \n",
       "2014-11-21  2486.791  8332.298  2583.455  1504.833  1714.711  5029.773   \n",
       "\n",
       "                中小板指     上证180  \n",
       "trade_date                      \n",
       "2014-11-17  5382.963  5637.859  \n",
       "2014-11-18  5389.135  5571.036  \n",
       "2014-11-19  5418.177  5557.197  \n",
       "2014-11-20  5381.925  5561.838  \n",
       "2014-11-21  5425.351  5674.553  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x288657b7358>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "index_data.plot(figsize = (12,8))\n",
    "plt.title('各大指数趋势图')\n",
    "plt.legend(loc='upper right')\n",
    "#plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>trade_date.1</th>\n",
       "      <th>ggt_ss</th>\n",
       "      <th>ggt_sz</th>\n",
       "      <th>hgt</th>\n",
       "      <th>sgt</th>\n",
       "      <th>north_money</th>\n",
       "      <th>south_money</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-11-17</td>\n",
       "      <td>20141117</td>\n",
       "      <td>1768.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>1768.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>20141118</td>\n",
       "      <td>800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4845.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4845.0</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>20141119</td>\n",
       "      <td>253.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2612.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2612.0</td>\n",
       "      <td>253.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>20141120</td>\n",
       "      <td>196.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2276.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2276.0</td>\n",
       "      <td>196.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>20141121</td>\n",
       "      <td>186.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2341.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2341.0</td>\n",
       "      <td>186.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   trade_date  trade_date.1  ggt_ss  ggt_sz      hgt  sgt  north_money  \\\n",
       "0  2014-11-17      20141117  1768.0     NaN  13000.0  NaN      13000.0   \n",
       "1  2014-11-18      20141118   800.0     NaN   4845.0  NaN       4845.0   \n",
       "2  2014-11-19      20141119   253.0     NaN   2612.0  NaN       2612.0   \n",
       "3  2014-11-20      20141120   196.0     NaN   2276.0  NaN       2276.0   \n",
       "4  2014-11-21      20141121   186.0     NaN   2341.0  NaN       2341.0   \n",
       "\n",
       "   south_money  \n",
       "0       1768.0  \n",
       "1        800.0  \n",
       "2        253.0  \n",
       "3        196.0  \n",
       "4        186.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "north_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "north_data.set_index('trade_date', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "north_data.index = pd.DatetimeIndex(north_data.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "del north_data['trade_date.1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ggt_ss</th>\n",
       "      <th>ggt_sz</th>\n",
       "      <th>hgt</th>\n",
       "      <th>sgt</th>\n",
       "      <th>north_money</th>\n",
       "      <th>south_money</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-11-17</th>\n",
       "      <td>1768.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>1768.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-18</th>\n",
       "      <td>800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4845.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4845.0</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-19</th>\n",
       "      <td>253.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2612.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2612.0</td>\n",
       "      <td>253.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-20</th>\n",
       "      <td>196.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2276.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2276.0</td>\n",
       "      <td>196.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-21</th>\n",
       "      <td>186.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2341.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2341.0</td>\n",
       "      <td>186.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ggt_ss  ggt_sz      hgt  sgt  north_money  south_money\n",
       "trade_date                                                        \n",
       "2014-11-17  1768.0     NaN  13000.0  NaN      13000.0       1768.0\n",
       "2014-11-18   800.0     NaN   4845.0  NaN       4845.0        800.0\n",
       "2014-11-19   253.0     NaN   2612.0  NaN       2612.0        253.0\n",
       "2014-11-20   196.0     NaN   2276.0  NaN       2276.0        196.0\n",
       "2014-11-21   186.0     NaN   2341.0  NaN       2341.0        186.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "north_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>北向资金</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-11-17</td>\n",
       "      <td>2567.101</td>\n",
       "      <td>2613.513</td>\n",
       "      <td>13000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2541.416</td>\n",
       "      <td>2565.273</td>\n",
       "      <td>4845.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2537.223</td>\n",
       "      <td>2538.233</td>\n",
       "      <td>2612.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>2537.099</td>\n",
       "      <td>2528.780</td>\n",
       "      <td>2276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>2583.455</td>\n",
       "      <td>2537.538</td>\n",
       "      <td>2341.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   trade_date     close      open     北向资金\n",
       "0  2014-11-17  2567.101  2613.513  13000.0\n",
       "1  2014-11-18  2541.416  2565.273   4845.0\n",
       "2  2014-11-19  2537.223  2538.233   2612.0\n",
       "3  2014-11-20  2537.099  2528.780   2276.0\n",
       "4  2014-11-21  2583.455  2537.538   2341.0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I. EDA: 探索性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-11-17</th>\n",
       "      <td>2474.009</td>\n",
       "      <td>8283.804</td>\n",
       "      <td>2567.101</td>\n",
       "      <td>1471.685</td>\n",
       "      <td>1708.096</td>\n",
       "      <td>4958.466</td>\n",
       "      <td>5382.963</td>\n",
       "      <td>5637.859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-18</th>\n",
       "      <td>2456.366</td>\n",
       "      <td>8196.594</td>\n",
       "      <td>2541.416</td>\n",
       "      <td>1481.860</td>\n",
       "      <td>1679.423</td>\n",
       "      <td>4967.651</td>\n",
       "      <td>5389.135</td>\n",
       "      <td>5571.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-19</th>\n",
       "      <td>2450.986</td>\n",
       "      <td>8225.073</td>\n",
       "      <td>2537.223</td>\n",
       "      <td>1505.552</td>\n",
       "      <td>1671.654</td>\n",
       "      <td>4985.101</td>\n",
       "      <td>5418.177</td>\n",
       "      <td>5557.197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-20</th>\n",
       "      <td>2452.660</td>\n",
       "      <td>8205.377</td>\n",
       "      <td>2537.099</td>\n",
       "      <td>1494.591</td>\n",
       "      <td>1676.598</td>\n",
       "      <td>4974.626</td>\n",
       "      <td>5381.925</td>\n",
       "      <td>5561.838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-21</th>\n",
       "      <td>2486.791</td>\n",
       "      <td>8332.298</td>\n",
       "      <td>2583.455</td>\n",
       "      <td>1504.833</td>\n",
       "      <td>1714.711</td>\n",
       "      <td>5029.773</td>\n",
       "      <td>5425.351</td>\n",
       "      <td>5674.553</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                上证综指      深证成指     沪深300      创业板指      上证50     中证500  \\\n",
       "trade_date                                                               \n",
       "2014-11-17  2474.009  8283.804  2567.101  1471.685  1708.096  4958.466   \n",
       "2014-11-18  2456.366  8196.594  2541.416  1481.860  1679.423  4967.651   \n",
       "2014-11-19  2450.986  8225.073  2537.223  1505.552  1671.654  4985.101   \n",
       "2014-11-20  2452.660  8205.377  2537.099  1494.591  1676.598  4974.626   \n",
       "2014-11-21  2486.791  8332.298  2583.455  1504.833  1714.711  5029.773   \n",
       "\n",
       "                中小板指     上证180  \n",
       "trade_date                      \n",
       "2014-11-17  5382.963  5637.859  \n",
       "2014-11-18  5389.135  5571.036  \n",
       "2014-11-19  5418.177  5557.197  \n",
       "2014-11-20  5381.925  5561.838  \n",
       "2014-11-21  5425.351  5674.553  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'A股指数累积收益率\\n 2014-2020')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(index_data/index_data.iloc[0]).plot(figsize=(12,8))\n",
    "plt.title('A股指数累积收益率\\n 2014-2020',size=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 先看一下指数收益率和北向资金的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_data_return = index_data/index_data.shift(1) - 1\n",
    "all_data = index_data_return.join(north_data['north_money'], how = 'inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "      <th>北向资金</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>上证综指</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.924464</td>\n",
       "      <td>0.979941</td>\n",
       "      <td>0.765474</td>\n",
       "      <td>0.907355</td>\n",
       "      <td>0.890101</td>\n",
       "      <td>0.865520</td>\n",
       "      <td>0.970900</td>\n",
       "      <td>0.252699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深证成指</th>\n",
       "      <td>0.924464</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.916748</td>\n",
       "      <td>0.901830</td>\n",
       "      <td>0.753318</td>\n",
       "      <td>0.962117</td>\n",
       "      <td>0.961679</td>\n",
       "      <td>0.860130</td>\n",
       "      <td>0.290307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>沪深300</th>\n",
       "      <td>0.979941</td>\n",
       "      <td>0.916748</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740999</td>\n",
       "      <td>0.942523</td>\n",
       "      <td>0.849081</td>\n",
       "      <td>0.858023</td>\n",
       "      <td>0.989113</td>\n",
       "      <td>0.291449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>创业板指</th>\n",
       "      <td>0.765474</td>\n",
       "      <td>0.901830</td>\n",
       "      <td>0.740999</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.534840</td>\n",
       "      <td>0.923303</td>\n",
       "      <td>0.937949</td>\n",
       "      <td>0.667121</td>\n",
       "      <td>0.263519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上证50</th>\n",
       "      <td>0.907355</td>\n",
       "      <td>0.753318</td>\n",
       "      <td>0.942523</td>\n",
       "      <td>0.534840</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.652926</td>\n",
       "      <td>0.668452</td>\n",
       "      <td>0.974577</td>\n",
       "      <td>0.270995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中证500</th>\n",
       "      <td>0.890101</td>\n",
       "      <td>0.962117</td>\n",
       "      <td>0.849081</td>\n",
       "      <td>0.923303</td>\n",
       "      <td>0.652926</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962797</td>\n",
       "      <td>0.789607</td>\n",
       "      <td>0.235865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中小板指</th>\n",
       "      <td>0.865520</td>\n",
       "      <td>0.961679</td>\n",
       "      <td>0.858023</td>\n",
       "      <td>0.937949</td>\n",
       "      <td>0.668452</td>\n",
       "      <td>0.962797</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.789089</td>\n",
       "      <td>0.293066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上证180</th>\n",
       "      <td>0.970900</td>\n",
       "      <td>0.860130</td>\n",
       "      <td>0.989113</td>\n",
       "      <td>0.667121</td>\n",
       "      <td>0.974577</td>\n",
       "      <td>0.789607</td>\n",
       "      <td>0.789089</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.272773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北向资金</th>\n",
       "      <td>0.252699</td>\n",
       "      <td>0.290307</td>\n",
       "      <td>0.291449</td>\n",
       "      <td>0.263519</td>\n",
       "      <td>0.270995</td>\n",
       "      <td>0.235865</td>\n",
       "      <td>0.293066</td>\n",
       "      <td>0.272773</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           上证综指      深证成指     沪深300      创业板指      上证50     中证500      中小板指  \\\n",
       "上证综指   1.000000  0.924464  0.979941  0.765474  0.907355  0.890101  0.865520   \n",
       "深证成指   0.924464  1.000000  0.916748  0.901830  0.753318  0.962117  0.961679   \n",
       "沪深300  0.979941  0.916748  1.000000  0.740999  0.942523  0.849081  0.858023   \n",
       "创业板指   0.765474  0.901830  0.740999  1.000000  0.534840  0.923303  0.937949   \n",
       "上证50   0.907355  0.753318  0.942523  0.534840  1.000000  0.652926  0.668452   \n",
       "中证500  0.890101  0.962117  0.849081  0.923303  0.652926  1.000000  0.962797   \n",
       "中小板指   0.865520  0.961679  0.858023  0.937949  0.668452  0.962797  1.000000   \n",
       "上证180  0.970900  0.860130  0.989113  0.667121  0.974577  0.789607  0.789089   \n",
       "北向资金   0.252699  0.290307  0.291449  0.263519  0.270995  0.235865  0.293066   \n",
       "\n",
       "          上证180      北向资金  \n",
       "上证综指   0.970900  0.252699  \n",
       "深证成指   0.860130  0.290307  \n",
       "沪深300  0.989113  0.291449  \n",
       "创业板指   0.667121  0.263519  \n",
       "上证50   0.974577  0.270995  \n",
       "中证500  0.789607  0.235865  \n",
       "中小板指   0.789089  0.293066  \n",
       "上证180  1.000000  0.272773  \n",
       "北向资金   0.272773  1.000000  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.rename(columns={'north_money':'北向资金'},inplace=True)\n",
    "all_data.dropna(inplace=True)\n",
    "all_data.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 相关系数来看（0.2358-0.2931）北向资金和各大指数收益率相关性不高\n",
    "## 相关性不高有可能是长期来看，北上资金体量与整体相对小的原因，我们可以从短期视角再度考量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "      <th>北向资金</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-08-06</th>\n",
       "      <td>0.002635</td>\n",
       "      <td>-0.007005</td>\n",
       "      <td>-0.003003</td>\n",
       "      <td>-0.016036</td>\n",
       "      <td>-0.000033</td>\n",
       "      <td>-0.000375</td>\n",
       "      <td>-0.005655</td>\n",
       "      <td>0.002676</td>\n",
       "      <td>-2547.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-07</th>\n",
       "      <td>-0.009576</td>\n",
       "      <td>-0.015482</td>\n",
       "      <td>-0.011514</td>\n",
       "      <td>-0.022890</td>\n",
       "      <td>-0.008643</td>\n",
       "      <td>-0.012026</td>\n",
       "      <td>-0.013755</td>\n",
       "      <td>-0.009263</td>\n",
       "      <td>-1862.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-10</th>\n",
       "      <td>0.007518</td>\n",
       "      <td>0.000646</td>\n",
       "      <td>0.003599</td>\n",
       "      <td>-0.005345</td>\n",
       "      <td>0.006745</td>\n",
       "      <td>0.005444</td>\n",
       "      <td>-0.001833</td>\n",
       "      <td>0.005410</td>\n",
       "      <td>7.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-11</th>\n",
       "      <td>-0.011530</td>\n",
       "      <td>-0.013989</td>\n",
       "      <td>-0.009119</td>\n",
       "      <td>-0.017021</td>\n",
       "      <td>-0.006980</td>\n",
       "      <td>-0.018505</td>\n",
       "      <td>-0.011543</td>\n",
       "      <td>-0.009104</td>\n",
       "      <td>3948.22</td>\n",
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       "    <tr>\n",
       "      <th>2020-08-12</th>\n",
       "      <td>-0.006294</td>\n",
       "      <td>-0.011714</td>\n",
       "      <td>-0.007292</td>\n",
       "      <td>-0.019786</td>\n",
       "      <td>-0.004011</td>\n",
       "      <td>-0.010975</td>\n",
       "      <td>-0.006464</td>\n",
       "      <td>-0.005954</td>\n",
       "      <td>-1637.74</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                上证综指      深证成指     沪深300      创业板指      上证50     中证500  \\\n",
       "trade_date                                                               \n",
       "2020-08-06  0.002635 -0.007005 -0.003003 -0.016036 -0.000033 -0.000375   \n",
       "2020-08-07 -0.009576 -0.015482 -0.011514 -0.022890 -0.008643 -0.012026   \n",
       "2020-08-10  0.007518  0.000646  0.003599 -0.005345  0.006745  0.005444   \n",
       "2020-08-11 -0.011530 -0.013989 -0.009119 -0.017021 -0.006980 -0.018505   \n",
       "2020-08-12 -0.006294 -0.011714 -0.007292 -0.019786 -0.004011 -0.010975   \n",
       "\n",
       "                中小板指     上证180     北向资金  \n",
       "trade_date                               \n",
       "2020-08-06 -0.005655  0.002676 -2547.51  \n",
       "2020-08-07 -0.013755 -0.009263 -1862.27  \n",
       "2020-08-10 -0.001833  0.005410     7.37  \n",
       "2020-08-11 -0.011543 -0.009104  3948.22  \n",
       "2020-08-12 -0.006464 -0.005954 -1637.74  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
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       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">2020-08-11</th>\n",
       "      <th>上证综指</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.929457</td>\n",
       "      <td>0.986640</td>\n",
       "      <td>0.831426</td>\n",
       "      <td>0.963581</td>\n",
       "      <td>0.919860</td>\n",
       "      <td>0.893410</td>\n",
       "      <td>0.986844</td>\n",
       "      <td>0.665719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深证成指</th>\n",
       "      <td>0.929457</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.944934</td>\n",
       "      <td>0.963454</td>\n",
       "      <td>0.843437</td>\n",
       "      <td>0.979445</td>\n",
       "      <td>0.987593</td>\n",
       "      <td>0.891171</td>\n",
       "      <td>0.635256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>沪深300</th>\n",
       "      <td>0.986640</td>\n",
       "      <td>0.944934</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.850651</td>\n",
       "      <td>0.969342</td>\n",
       "      <td>0.908067</td>\n",
       "      <td>0.915993</td>\n",
       "      <td>0.987347</td>\n",
       "      <td>0.699737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>创业板指</th>\n",
       "      <td>0.831426</td>\n",
       "      <td>0.963454</td>\n",
       "      <td>0.850651</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.720546</td>\n",
       "      <td>0.949904</td>\n",
       "      <td>0.958011</td>\n",
       "      <td>0.779611</td>\n",
       "      <td>0.579610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上证50</th>\n",
       "      <td>0.963581</td>\n",
       "      <td>0.843437</td>\n",
       "      <td>0.969342</td>\n",
       "      <td>0.720546</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.804409</td>\n",
       "      <td>0.803069</td>\n",
       "      <td>0.991035</td>\n",
       "      <td>0.701188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中证500</th>\n",
       "      <td>0.919860</td>\n",
       "      <td>0.979445</td>\n",
       "      <td>0.908067</td>\n",
       "      <td>0.949904</td>\n",
       "      <td>0.804409</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.964081</td>\n",
       "      <td>0.863862</td>\n",
       "      <td>0.575352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中小板指</th>\n",
       "      <td>0.893410</td>\n",
       "      <td>0.987593</td>\n",
       "      <td>0.915993</td>\n",
       "      <td>0.958011</td>\n",
       "      <td>0.803069</td>\n",
       "      <td>0.964081</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.854813</td>\n",
       "      <td>0.628225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上证180</th>\n",
       "      <td>0.986844</td>\n",
       "      <td>0.891171</td>\n",
       "      <td>0.987347</td>\n",
       "      <td>0.779611</td>\n",
       "      <td>0.991035</td>\n",
       "      <td>0.863862</td>\n",
       "      <td>0.854813</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.690364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北向资金</th>\n",
       "      <td>0.665719</td>\n",
       "      <td>0.635256</td>\n",
       "      <td>0.699737</td>\n",
       "      <td>0.579610</td>\n",
       "      <td>0.701188</td>\n",
       "      <td>0.575352</td>\n",
       "      <td>0.628225</td>\n",
       "      <td>0.690364</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">2020-08-12</th>\n",
       "      <th>上证综指</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.929499</td>\n",
       "      <td>0.987080</td>\n",
       "      <td>0.832694</td>\n",
       "      <td>0.964184</td>\n",
       "      <td>0.921310</td>\n",
       "      <td>0.893568</td>\n",
       "      <td>0.987040</td>\n",
       "      <td>0.666148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深证成指</th>\n",
       "      <td>0.929499</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.945616</td>\n",
       "      <td>0.964512</td>\n",
       "      <td>0.843982</td>\n",
       "      <td>0.980542</td>\n",
       "      <td>0.987329</td>\n",
       "      <td>0.891497</td>\n",
       "      <td>0.635636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>沪深300</th>\n",
       "      <td>0.987080</td>\n",
       "      <td>0.945616</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.854003</td>\n",
       "      <td>0.969139</td>\n",
       "      <td>0.911526</td>\n",
       "      <td>0.916322</td>\n",
       "      <td>0.987366</td>\n",
       "      <td>0.700535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>创业板指</th>\n",
       "      <td>0.832694</td>\n",
       "      <td>0.964512</td>\n",
       "      <td>0.854003</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.723766</td>\n",
       "      <td>0.949704</td>\n",
       "      <td>0.958564</td>\n",
       "      <td>0.782050</td>\n",
       "      <td>0.580554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上证50</th>\n",
       "      <td>0.964184</td>\n",
       "      <td>0.843982</td>\n",
       "      <td>0.969139</td>\n",
       "      <td>0.723766</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.808102</td>\n",
       "      <td>0.803494</td>\n",
       "      <td>0.991134</td>\n",
       "      <td>0.702172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中证500</th>\n",
       "      <td>0.921310</td>\n",
       "      <td>0.980542</td>\n",
       "      <td>0.911526</td>\n",
       "      <td>0.949704</td>\n",
       "      <td>0.808102</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.965511</td>\n",
       "      <td>0.866490</td>\n",
       "      <td>0.576626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中小板指</th>\n",
       "      <td>0.893568</td>\n",
       "      <td>0.987329</td>\n",
       "      <td>0.916322</td>\n",
       "      <td>0.958564</td>\n",
       "      <td>0.803494</td>\n",
       "      <td>0.965511</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.855046</td>\n",
       "      <td>0.628698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上证180</th>\n",
       "      <td>0.987040</td>\n",
       "      <td>0.891497</td>\n",
       "      <td>0.987366</td>\n",
       "      <td>0.782050</td>\n",
       "      <td>0.991134</td>\n",
       "      <td>0.866490</td>\n",
       "      <td>0.855046</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.690962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北向资金</th>\n",
       "      <td>0.666148</td>\n",
       "      <td>0.635636</td>\n",
       "      <td>0.700535</td>\n",
       "      <td>0.580554</td>\n",
       "      <td>0.702172</td>\n",
       "      <td>0.576626</td>\n",
       "      <td>0.628698</td>\n",
       "      <td>0.690962</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                      上证综指      深证成指     沪深300      创业板指      上证50     中证500  \\\n",
       "trade_date                                                                     \n",
       "2020-08-11 上证综指   1.000000  0.929457  0.986640  0.831426  0.963581  0.919860   \n",
       "           深证成指   0.929457  1.000000  0.944934  0.963454  0.843437  0.979445   \n",
       "           沪深300  0.986640  0.944934  1.000000  0.850651  0.969342  0.908067   \n",
       "           创业板指   0.831426  0.963454  0.850651  1.000000  0.720546  0.949904   \n",
       "           上证50   0.963581  0.843437  0.969342  0.720546  1.000000  0.804409   \n",
       "           中证500  0.919860  0.979445  0.908067  0.949904  0.804409  1.000000   \n",
       "           中小板指   0.893410  0.987593  0.915993  0.958011  0.803069  0.964081   \n",
       "           上证180  0.986844  0.891171  0.987347  0.779611  0.991035  0.863862   \n",
       "           北向资金   0.665719  0.635256  0.699737  0.579610  0.701188  0.575352   \n",
       "2020-08-12 上证综指   1.000000  0.929499  0.987080  0.832694  0.964184  0.921310   \n",
       "           深证成指   0.929499  1.000000  0.945616  0.964512  0.843982  0.980542   \n",
       "           沪深300  0.987080  0.945616  1.000000  0.854003  0.969139  0.911526   \n",
       "           创业板指   0.832694  0.964512  0.854003  1.000000  0.723766  0.949704   \n",
       "           上证50   0.964184  0.843982  0.969139  0.723766  1.000000  0.808102   \n",
       "           中证500  0.921310  0.980542  0.911526  0.949704  0.808102  1.000000   \n",
       "           中小板指   0.893568  0.987329  0.916322  0.958564  0.803494  0.965511   \n",
       "           上证180  0.987040  0.891497  0.987366  0.782050  0.991134  0.866490   \n",
       "           北向资金   0.666148  0.635636  0.700535  0.580554  0.702172  0.576626   \n",
       "\n",
       "                      中小板指     上证180      北向资金  \n",
       "trade_date                                      \n",
       "2020-08-11 上证综指   0.893410  0.986844  0.665719  \n",
       "           深证成指   0.987593  0.891171  0.635256  \n",
       "           沪深300  0.915993  0.987347  0.699737  \n",
       "           创业板指   0.958011  0.779611  0.579610  \n",
       "           上证50   0.803069  0.991035  0.701188  \n",
       "           中证500  0.964081  0.863862  0.575352  \n",
       "           中小板指   1.000000  0.854813  0.628225  \n",
       "           上证180  0.854813  1.000000  0.690364  \n",
       "           北向资金   0.628225  0.690364  1.000000  \n",
       "2020-08-12 上证综指   0.893568  0.987040  0.666148  \n",
       "           深证成指   0.987329  0.891497  0.635636  \n",
       "           沪深300  0.916322  0.987366  0.700535  \n",
       "           创业板指   0.958564  0.782050  0.580554  \n",
       "           上证50   0.803494  0.991134  0.702172  \n",
       "           中证500  0.965511  0.866490  0.576626  \n",
       "           中小板指   1.000000  0.855046  0.628698  \n",
       "           上证180  0.855046  1.000000  0.690962  \n",
       "           北向资金   0.628698  0.690962  1.000000  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.rolling(120).corr().tail(18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 北向资金与各大指数的滚动窗口120日相关系数较大（0.57-0.7），可见中短期北上资金大小对指数收益有一定指导意义。\n",
    "#### 以沪深300（相关系数最大0.7）为例，对其与指数收益散点图线性回归拟合（Pair trading？TBExp）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '沪深300收益率')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.regplot(x=list(all_data[\"北向资金\"][-120:]),y=list(all_data[\"沪深300\"][-120:]))\n",
    "plt.title('沪深300与北向资金拟合回归线',size=15)\n",
    "plt.xlabel('北向资金',size=12)\n",
    "plt.ylabel('沪深300收益率',size=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '沪深300日收益率 VS 北向资金')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#沪深300指数收益率与北向资金\n",
    "final_data=all_data[['沪深300','北向资金']].dropna()\n",
    "final_data.plot(secondary_y='北向资金',figsize=(12,6))\n",
    "plt.title('沪深300日收益率 VS 北向资金',size=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#获取北向资金与沪深300收益率的滚动窗口相关系数\n",
    "def cal_rol_cor(data,period=30):\n",
    "    cors=data.rolling(period).corr()\n",
    "    cors=cors.dropna().iloc[1::2,0]\n",
    "    cors=cors.reset_index()\n",
    "    cors=cors.set_index('trade_date')\n",
    "    return cors['沪深300']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1236.000000\n",
       "mean        0.334559\n",
       "std         0.219806\n",
       "min        -0.215172\n",
       "25%         0.219457\n",
       "50%         0.379527\n",
       "75%         0.525442\n",
       "max         0.705992\n",
       "Name: 沪深300, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cor=cal_rol_cor(final_data,period=120)\n",
    "cor.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cor.plot(figsize=(14,6),label='移动120日相关系数')\n",
    "plt.title('沪深300与北向资金移动120日相关系数',size=15)\n",
    "plt.axhline(cor.mean(), c='r',label='相关系数均值=0.33')\n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 最后从纵向角度考察沪深300收益率与北上资金的相关性。\n",
    "数据显示，2014年至2020年8月期间，二者相关系数均值为0.33，最大值为0.7.二者的相关性近年来逐渐走高。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II. 策略部分（TBD）\n",
    "\n",
    "从上面的探索性分析发现，北上资金与各大指数中短期内存在一定的正相关性。下面参考华泰金工研报的思路，基于北向资金变动数据构建布林带择时策略，并对择时模型进行回测分析。\n",
    "\n",
    "策略思路如下：\n",
    "（1） 当该日北向资金流入规模 > 过去 252 个交易日的北向资金均值 + 1.5 倍标准差， 则全仓买入沪深 300；\n",
    "（2） 当该日北向资金流入规模 < 过去 252 个交易日的北向资金均值 - 1.5 倍标准差， 则清仓卖出沪深 300；\n",
    "（3） 以每日收盘价与前一日的收盘价来计量当日的收益率。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 数据处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>北向资金</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-11-17</td>\n",
       "      <td>2567.101</td>\n",
       "      <td>2613.513</td>\n",
       "      <td>13000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2541.416</td>\n",
       "      <td>2565.273</td>\n",
       "      <td>4845.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2537.223</td>\n",
       "      <td>2538.233</td>\n",
       "      <td>2612.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>2537.099</td>\n",
       "      <td>2528.780</td>\n",
       "      <td>2276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>2583.455</td>\n",
       "      <td>2537.538</td>\n",
       "      <td>2341.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   trade_date     close      open     北向资金\n",
       "0  2014-11-17  2567.101  2613.513  13000.0\n",
       "1  2014-11-18  2541.416  2565.273   4845.0\n",
       "2  2014-11-19  2537.223  2538.233   2612.0\n",
       "3  2014-11-20  2537.099  2528.780   2276.0\n",
       "4  2014-11-21  2583.455  2537.538   2341.0"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_df.set_index('trade_date', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_df.index = pd.to_datetime(result_df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1356 entries, 2014-11-17 to 2020-08-12\n",
      "Data columns (total 3 columns):\n",
      "close    1356 non-null float64\n",
      "open     1356 non-null float64\n",
      "北向资金     1356 non-null float64\n",
      "dtypes: float64(3)\n",
      "memory usage: 42.4 KB\n"
     ]
    }
   ],
   "source": [
    "result_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>北向资金</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-11-17</th>\n",
       "      <td>2567.101</td>\n",
       "      <td>2613.513</td>\n",
       "      <td>13000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-18</th>\n",
       "      <td>2541.416</td>\n",
       "      <td>2565.273</td>\n",
       "      <td>4845.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-19</th>\n",
       "      <td>2537.223</td>\n",
       "      <td>2538.233</td>\n",
       "      <td>2612.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-20</th>\n",
       "      <td>2537.099</td>\n",
       "      <td>2528.780</td>\n",
       "      <td>2276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-21</th>\n",
       "      <td>2583.455</td>\n",
       "      <td>2537.538</td>\n",
       "      <td>2341.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               close      open     北向资金\n",
       "trade_date                             \n",
       "2014-11-17  2567.101  2613.513  13000.0\n",
       "2014-11-18  2541.416  2565.273   4845.0\n",
       "2014-11-19  2537.223  2538.233   2612.0\n",
       "2014-11-20  2537.099  2528.780   2276.0\n",
       "2014-11-21  2583.455  2537.538   2341.0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = result_df\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 策略逻辑： \n",
    "#### 2.1 交易信号\n",
    "(1） 当该日北向资金流入规模 > 过去 252 个交易日的北向资金均值 + 1.5 倍标准差， 则全仓买入沪深 300； （2） 当该日北向资金流入规模 < 过去 252 个交易日的北向资金均值 - 1.5 倍标准差， 则清仓卖出沪深 300； "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['signal'] = np.where(data['北向资金'] > (data['北向资金'].rolling(252).mean() + 1.5 * data['北向资金'].rolling(252).std()), 1, 0)\n",
    "data['signal'] = np.where(data['北向资金'] < (data['北向资金'].rolling(252).mean() - 1.5 * data['北向资金'].rolling(252).std()), -1, data['signal'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#data['signal'].plot(figsize= (12,8))\n",
    "\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.title('北向资金开仓图')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "data['close'].plot(figsize = (12,8))\n",
    "plt.legend(loc='upper right')\n",
    "\n",
    "plt.subplot(2, 1, 2)\n",
    "data['signal'].plot(figsize = (12,8),marker='o',linestyle='')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2 持仓计算\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "position = 0\n",
    "\n",
    "for i, items in data.iterrows():\n",
    "    \n",
    "    if items['signal'] == 1:\n",
    "        position = 1\n",
    "    elif items['signal'] == -1:\n",
    "        position = -1\n",
    "    else:\n",
    "        pass\n",
    "    \n",
    "    data.loc[i, 'position'] = position\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>北向资金</th>\n",
       "      <th>signal</th>\n",
       "      <th>position</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-08-06</th>\n",
       "      <td>4762.7642</td>\n",
       "      <td>4779.2377</td>\n",
       "      <td>-2547.51</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-07</th>\n",
       "      <td>4707.9262</td>\n",
       "      <td>4742.2939</td>\n",
       "      <td>-1862.27</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-10</th>\n",
       "      <td>4724.8697</td>\n",
       "      <td>4681.7553</td>\n",
       "      <td>7.37</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-11</th>\n",
       "      <td>4681.7837</td>\n",
       "      <td>4730.3748</td>\n",
       "      <td>3948.22</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-12</th>\n",
       "      <td>4647.6446</td>\n",
       "      <td>4668.8899</td>\n",
       "      <td>-1637.74</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                close       open     北向资金  signal  position\n",
       "trade_date                                                 \n",
       "2020-08-06  4762.7642  4779.2377 -2547.51       0      -1.0\n",
       "2020-08-07  4707.9262  4742.2939 -1862.27       0      -1.0\n",
       "2020-08-10  4724.8697  4681.7553     7.37       0      -1.0\n",
       "2020-08-11  4681.7837  4730.3748  3948.22       0      -1.0\n",
       "2020-08-12  4647.6446  4668.8899 -1637.74       0      -1.0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, '沪深300持仓情况')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制持仓情况图\n",
    "plt.subplot(2,1,1)\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "data['close'].plot(figsize=(12,12))\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(data['position'], marker='o', linestyle='')\n",
    "plt.legend()\n",
    "plt.suptitle('沪深300持仓情况')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.计算收益并绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['return'] = data['close'].pct_change()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['cum_return'] = (data['return']+1).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['strategy_return'] = data['return'] * data['position'].shift(1) #避免未来函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['cum_strategy_return'] = (data['strategy_return']+1).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图\n",
    "fig = plt.figure(figsize = (12,8))\n",
    "plt.plot(data['cum_return'])\n",
    "plt.plot(data['cum_strategy_return'])\n",
    "plt.title('沪深300 收益曲线图')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  策略在2019年后表现突出， 但并未考虑交易成本以及滑点等交易成本。\n",
    "预计考虑到相关成本后收益率曲线会大幅下降，更精准的回测需要在优矿，米宽等三方平台上进一步研究。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
